Research Article

Stochastic Simulation of Typhoon in Northwest Pacific Basin Based on Machine Learning

Table 1

Setting of input and output layers in the neural network.

Prediction modelName of the neural networkInput dataNode number of the input layerOutput dataNode number of the output layer

Typhoon translation speed modelANNa1ci, θi, ψ, and λ4ci+1-ci1
ANNa2lnci, θi, ψ, and λ4lnci+1-lnci1
ANNa3lnci, θi2lnci+1-lnci1

Storm heading modelANNb1ci, θi, θi-1, ψ, and λ5θi+1-θi1
ANNb2ci, θi2θi+1-θi1

Typhoon intensity modelANNc1pi, pi-1, and Tsi3pi+1-pi1
ANNc2pi, Tsi2pi+1-pi1